Image processing of airborne scanning laser altimetry data for improved river flood modelling

被引:205
作者
Cobby, DM [1 ]
Mason, DC [1 ]
Davenport, IJ [1 ]
机构
[1] Univ Reading, Environm Syst Sci Ctr, Reading RG6 6AL, Berks, England
基金
英国自然环境研究理事会;
关键词
laser scanning; river flood modelling; vegetation height; digital elevation models; orientation error;
D O I
10.1016/S0924-2716(01)00039-9
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Airborne scanning laser altimetry (LiDAR) is an important new data source for environmental applications, being able to map topographic height, and the height of surface objects, to high vertical and horizontal accuracy over large areas. This paper describes a range image segmentation system for data from a LiDAR measuring either time of last significant return, or measuring time of both first and last returns. We focus on the application of the segmenter to improving the data required by 2D hydraulic flood models, i.e. maps of topographic height which provide model bathymetry, and vegetation height, which could be converted to distributed floodplain friction coefficients. In addition, the location of river channels and a suitable height contour are used to define the extent of the model domain. An advantage of segmentation is that it allows different topographic and vegetation height extraction algorithms to be used in regions of different cover type. LiDAR data for a reach of the River Severn, UK, is presented. Short vegetation heights (grass and cereal crops) are predicted with a mis error of 14 cm. The topography underlying such cover differs from manually measured spot heights by 17 cm (rms error). The topographic accuracy decreases in the presence of a densely wooded slope. Errors in the vegetation height map, apparent at the overlap regions of adjacent swaths, are reduced by the removal of heights measured at large scan angles. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:121 / 138
页数:18
相关论文
共 45 条
[1]   Airborne laser scanning - present status and future expectations [J].
Ackermann, F .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :64-67
[2]  
[Anonymous], 1996, INT ARCH PHOTOGRAMM
[3]  
[Anonymous], 2000, INT ARCH PHOTOGRAMME
[4]   Processing of laser scanner data - algorithms and applications [J].
Axelsson, PE .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :138-147
[5]   Airborne laser scanning: existing systems and firms and other resources [J].
Baltsavias, EP .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :164-198
[6]   Airborne laser scanning: basic relations and formulas [J].
Baltsavias, EP .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :199-214
[7]   Internal and external validation of a two-dimensional finite element code for river flood simulations [J].
Bates, PD ;
Stewart, MD ;
Siggers, GB ;
Smith, CN ;
Hervouet, JM ;
Sellin, RHJ .
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-WATER MARITIME AND ENERGY, 1998, 130 (03) :127-141
[8]   A preliminary investigation into the impact of initial conditions on flood inundation predictions using a time/space distributed sensitivity analysis [J].
Bates, PD ;
Anderson, MG .
CATENA, 1996, 26 (1-2) :115-134
[9]   The Laser Vegetation Imaging Sensor: a medium-altitude, digitisation-only, airborne laser altimeter for mapping vegetation and topography [J].
Blair, JB ;
Rabine, DL ;
Hofton, MA .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :115-122
[10]   Modeling laser altimeter return waveforms over complex vegetation using high-resolution elevation data [J].
Blair, JB ;
Hofton, MA .
GEOPHYSICAL RESEARCH LETTERS, 1999, 26 (16) :2509-2512